Table 2.
Methods | Node size | SN | SP | ACC | F-measure | MCC | AUC |
---|---|---|---|---|---|---|---|
Pearson | 10 | 0.500 ± 0.093 | 0.545 ± 0.166 | 0.506 ± 0.098 | 0.518 ± 0.121 | 0.030 ± 0.162 | 0.592 ± 0.048 |
50 | 0.536 ± 0.102 | 0.510 ± 0.121 | 0.535 ± 0.099 | 0.507 ± 0.074 | 0.014 ± 0.044 | 0.554 ± 0.027 | |
100 | 0.531 ± 0.047 | 0.487 ± 0.078 | 0.530 ± 0.046 | 0.504 ± 0.048 | 0.004 ± 0.021 | 0.536 ± 0.021 | |
Spearman | 10 | 0.617 ± 0.162 | 0.477 ± 0.155 | 0.600 ± 0.150 | 0.526 ± 0.141 | 0.074 ± 0.191 | 0.574 ± 0.055 |
50 | 0.511 ± 0.083 | 0.504 ± 0.071 | 0.510 ± 0.081 | 0.502 ± 0.059 | 0.005 ± 0.036 | 0.538 ± 0.031 | |
100 | 0.501 ± 0.055 | 0.506 ± 0.086 | 0.501 ± 0.053 | 0.497 ± 0.043 | 0.002 ± 0.019 | 0.533 ± 0.025 | |
Kendall | 10 | 0.601 ± 0.192 | 0.500 ± 0.117 | 0.589 ± 0.175 | 0.536 ± 0.125 | 0.082 ± 0.198 | 0.574 ± 0.057 |
50 | 0.499 ± 0.098 | 0.518 ± 0.083 | 0.500 ± 0.095 | 0.498 ± 0.053 | 0.005 ± 0.034 | 0.536 ± 0.031 | |
100 | 0.509 ± 0.054 | 0.503 ± 0.085 | 0.509 ± 0.053 | 0.499 ± 0.040 | 0.003 ± 0.017 | 0.532 ± 0.025 | |
Hoeffdings | 10 | 0.519 ± 0.591 | 0.591 ± 0.091 | 0.528 ± 0.080 | 0.544 ± 0.042 | 0.073 ± 0.062 | 0.539 ± 0.039 |
50 | 0.507 ± 0.072 | 0.494 ± 0.102 | 0.507 ± 0.070 | 0.492 ± 0.064 | 0.00006 ± 0.038 | 0.544 ± 0.032 | |
100 | 0.504 ± 0.071 | 0.523 ± 0.061 | 0.504 ± 0.069 | 0.508 ± 0.042 | 0.006 ± 0.018 | 0.535 ± 0.025 | |
Blomqvist | 10 | 0.563 ± 0.069 | 0.409 ± 0.189 | 0.544 ± 0.060 | 0.451 ± 0.136 | −0.019 ± 0.125 | 0.570 ± 0.030 |
50 | 0.457 ± 0.126 | 0.496 ± 0.134 | 0.458 ± 0.120 | 0.444 ± 0.069 | −0.016 ± 0.028 | 0.535 ± 0.030 | |
100 | 0.550 ± 0.066 | 0.583 ± 0.056 | 0.551 ± 0.065 | 0.560 ± 0.020 | 0.030 ± 0.008 | 0.574 ± 0.022 | |
Goodman | 10 | 0.411 ± 0.130 | 0.500 ± 0.053 | 0.422 ± 0.073 | 0.437 ± 0.073 | −0.063 ± 0.073 | 0.539 ± 0.067 |
50 | 0.470 ± 0.086 | 0.454 ± 0.083 | 0.469 ± 0.082 | 0.448 ± 0.037 | −0.0246 ± 0.0194 | 0.531 ± 0.026 | |
100 | 0.531 ± 0.068 | 0.529 ± 0.059 | 0.531 ± 0.067 | 0.524 ± 0.027 | 0.014 ± 0.011 | 0.527 ± 0.018 | |
WWH | 10 | 0.411 ± 0.248 | 0.591 ± 0.174 | 0.433 ± 0.200 | 0.416 ± 0.148 | −0.006 ± 0.103 | 0.569 ± 0.069 |
50 | 0.352 ± 0.116 | 0.660 ± 0.099 | 0.360 ± 0.111 | 0.437 ± 0.083 | 0.003 ± 0.019 | 0.532 ± 0.016 | |
100 | 0.392 ± 0.137 | 0.619 ± 0.145 | 0.395 ± 0.134 | 0.442 ± 0.070 | 0.003 ± 0.009 | 0.522 ± 0.018 | |
MI | 10 | 0.557 ± 0.149 | 0.409 ± 0.241 | 0.539 ± 0.111 | 0.416 ± 0.115 | −0.022 ± 0.111 | 0.534 ± 0.041 |
50 | 0.470 ± 0.100 | 0.443 ± 0.081 | 0.470 ± 0.098 | 0.448 ± 0.069 | −0.028 ± 0.043 | 0.569 ± 0.046 | |
100 | 0.468 ± 0.081 | 0.471 ± 0.069 | 0.468 ± 0.079 | 0.462 ± 0.046 | −0.014 ± 0.020 | 0.544 ± 0.034 | |
MIC | 10 | 0.500 ± 0.051 | 0.636 ± 0.196 | 0.517 ± 0.042 | 0.547 ± 0.066 | 0.090 ± 0.121 | 0.573 ± 0.062 |
50 | 0.515 ± 0.120 | 0.494 ± 0.084 | 0.515 ± 0.116 | 0.492 ± 0.070 | 0.003 ± 0.044 | 0.551 ± 0.031 | |
100 | 0.510 ± 0.058 | 0.502 ± 0.071 | 0.510 ± 0.057 | 0.501 ± 0.038 | 0.003 ± 0.017 | 0.531 ± 0.024 | |
Wilks | 10 | 0.522 ± 0.113 | 0.477 ± 0.087 | 0.517 ± 0.109 | 0.498 ± 0.098 | 0.0004 ± 0.13 | 0.592 ± 0.048 |
50 | 0.536 ± 0.102 | 0.509 ± 0.120 | 0.536 ± 0.099 | 0.507 ± 0.073 | 0.014 ± 0.044 | 0.554 ± 0.027 | |
100 | 0.523 ± 0.050 | 0.502 ± 0.080 | 0.523 ± 0.049 | 0.508 ± 0.048 | 0.006 ± 0.021 | 0.538 ± 0.025 | |
KCCA | 10 | 0.472 ± 0.267 | 0.432 ± 0.202 | 0.467 ± 0.231 | 0.393 ± 0.168 | −0.067 ± 0.219 | 0.623 ± 0.083 |
50 | 0.442 ± 0.121 | 0.464 ± 0.119 | 0.442 ± 0.117 | 0.428 ± 0.070 | −0.031 ± 0.037 | 0.541 ± 0.058 | |
100 | 0.453 ± 0.100 | 0.502 ± 0.090 | 0.454 ± 0.098 | 0.462 ± 0.058 | −0.011 ± 0.024 | 0.541 ± 0.036 | |
dCor | 10 | 0.506 ± 0.061 | 0.545 ± 0.166 | 0.511 ± 0.069 | 0.520 ± 0.102 | 0.034 ± 0.140 | 0.573 ± 0.060 |
50 | 0.529 ± 0.084 | 0.513 ± 0.103 | 0.529 ± 0.082 | 0.512 ± 0.067 | 0.014 ± 0.042 | 0.556 ± 0.031 | |
100 | 0.514 ± 0.061 | 0.510 ± 0.091 | 0.514 ± 0.060 | 0.505 ± 0.049 | 0.006 ± 0.021 | 0.538 ± 0.025 | |
CMMD | 10 | 0.573 ± 0.201 | 0.545 ± 0.129 | 0.569 ± 0.176 | 0.540 ± 0.112 | 0.085 ± 0.164 | 0.611 ± 0.066 |
50 | 0.508 ± 0.081 | 0.491 ± 0.088 | 0.508 ± 0.079 | 0.494 ± 0.065 | −0.00006 ± 0.041 | 0.547 ± 0.031 | |
100 | 0.512 ± 0.071 | 0.505 ± 0.068 | 0.512 ± 0.070 | 0.503 ± 0.044 | 0.004 ± 0.019 | 0.532 ± 0.028 | |
RDC | 10 | 0.522 ± 0.147 | 0.568 ± 0.227 | 0.528 ± 0.139 | 0.527 ± 0.143 | 0.062 ± 0.203 | 0.599 ± 0.038 |
50 | 0.518 ± 0.085 | 0.522 ± 0.076 | 0.518 ± 0.083 | 0.515 ± 0.076 | 0.013 ± 0.039 | 0.551 ± 0.032 | |
100 | 0.517 ± 0.070 | 0.515 ± 0.042 | 0.517 ± 0.069 | 0.051 ± 0.04 | 0.007 ± 0.018 | 0.534 ± 0.026 |